Period
to 31 May 2020

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Cambridge. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 31 May 2020 with a comparison to the same period over the previous 2 years.

Data Structures
Cambridgeshire > Cambridge
6 months to
31 May 2020
Same period 2019 Same period 2018
Rank 63 115 110
Rank change year-on-year +52 -5 0
Permanent jobs citing Data Structures 16 20 69
As % of all permanent jobs advertised in Cambridge 1.92% 1.21% 2.26%
As % of the Miscellaneous category 3.64% 2.50% 5.04%
Number of salaries quoted 5 6 59
Median annual salary £34,000 £46,000 £55,000
Median salary % change year-on-year -26.09% -16.36% +10.00%
10th Percentile £32,000 £29,375 £40,000
90th Percentile £59,500 £78,750 £72,500
Cambridgeshire median annual salary £43,250 £46,000 £55,000
% change year-on-year -5.98% -16.36% +10.00%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cambridge with a requirement for generic IT skills.

All Generic IT Skills
Cambridge
Permanent vacancies with a requirement for generic IT skills 439 801 1,368
As % of all permanent IT jobs advertised in Cambridge 52.57% 48.31% 44.90%
Number of salaries quoted 265 512 863
Median annual salary £47,500 £50,000 £45,000
Median salary % change year-on-year -5.00% +11.11% -
10th Percentile £29,000 £31,250 £27,500
90th Percentile £68,750 £82,500 £70,000
Cambridgeshire median annual salary £45,000 £50,000 £45,000
% change year-on-year -10.00% +11.11% -

Data Structures
Job Vacancy Trend in Cambridge

Job postings citing Data Structures as a proportion of all IT jobs advertised in Cambridge.

Job vacancy trend for Data Structures in Cambridge

Data Structures
Salary Trend in Cambridge

3-month moving average salary quoted in jobs citing Data Structures in Cambridge.

Salary trend for Data Structures in Cambridge

Data Structures
Salary Histogram in Cambridge

Salary distribution for jobs citing Data Structures in Cambridge over the 6 months to 31 May 2020.

Salary histogram for Data Structures in Cambridge

For the 6 months to 31 May 2020, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Cambridge region with a requirement for Data Structures.

1 12 (75.00%) Algorithms
2 10 (62.50%) C++
3 9 (56.25%) SQL
3 9 (56.25%) SQL Server
3 9 (56.25%) Software Engineering
3 9 (56.25%) Computer Science
3 9 (56.25%) Analytical Skills
4 8 (50.00%) Degree
4 8 (50.00%) Python
5 7 (43.75%) Go
6 6 (37.50%) Microservices
6 6 (37.50%) Data Visualisation
6 6 (37.50%) Tableau
6 6 (37.50%) Machine Learning
6 6 (37.50%) D3.js
6 6 (37.50%) MongoDB
6 6 (37.50%) NoSQL
6 6 (37.50%) Analytics
6 6 (37.50%) Data Engineering
6 6 (37.50%) Data Science
6 6 (37.50%) OLAP
6 6 (37.50%) ETL
6 6 (37.50%) Regression Testing
6 6 (37.50%) Workflow
6 6 (37.50%) Statistics
6 6 (37.50%) Mathematics
6 6 (37.50%) Scala
6 6 (37.50%) Visualisation
6 6 (37.50%) Workflow Management
6 6 (37.50%) PostgreSQL

Data Structures
Co-occurring IT Skills in Cambridge by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Applications
1 1 (6.25%) Microsoft Project
Cloud Services
1 3 (18.75%) Azure
1 3 (18.75%) Azure Data Factory
2 1 (6.25%) AWS
Communications & Networking
1 2 (12.50%) TCP/IP
2 1 (6.25%) Internet
Database & Business Intelligence
1 9 (56.25%) SQL Server
2 6 (37.50%) MongoDB
2 6 (37.50%) NoSQL
2 6 (37.50%) OLAP
2 6 (37.50%) PostgreSQL
3 3 (18.75%) Data Warehouse
3 3 (18.75%) Microsoft Analysis Services
3 3 (18.75%) SQL Server Analysis Services
3 3 (18.75%) SQL Server Integration Services
3 3 (18.75%) SQL Server Reporting Services
4 1 (6.25%) Blockchain
4 1 (6.25%) Relational Database
Development Applications
1 2 (12.50%) JIRA
2 1 (6.25%) Git (software)
2 1 (6.25%) GoCD
2 1 (6.25%) Jenkins
General
1 3 (18.75%) Legal
2 2 (12.50%) Games
3 1 (6.25%) Law
Job Titles
1 6 (37.50%) Data Engineer
1 6 (37.50%) Principal Engineer
2 4 (25.00%) Developer
3 3 (18.75%) Business Intelligence Developer
4 2 (12.50%) Architect
4 2 (12.50%) Software Engineer
5 1 (6.25%) Graduate
5 1 (6.25%) Graduate Software Engineer
5 1 (6.25%) IoT Software Engineer
5 1 (6.25%) Lead Architect
5 1 (6.25%) Lead Software Architect
5 1 (6.25%) Performance Architect
5 1 (6.25%) Project Manager
5 1 (6.25%) Senior Developer
5 1 (6.25%) Senior Systems Developer
5 1 (6.25%) Senior Systems Engineer
5 1 (6.25%) Software Architect
5 1 (6.25%) Systems Developer
5 1 (6.25%) Systems Engineer
5 1 (6.25%) Technical Architect
Libraries, Frameworks & Software Standards
1 6 (37.50%) D3.js
2 1 (6.25%) AngularJS
2 1 (6.25%) LLVM
2 1 (6.25%) OpenGL
2 1 (6.25%) OpenGL ES
2 1 (6.25%) React
2 1 (6.25%) Vulkan
Miscellaneous
1 12 (75.00%) Algorithms
2 9 (56.25%) Analytical Skills
3 2 (12.50%) Self-Motivation
3 2 (12.50%) Smartphone
4 1 (6.25%) Enterprise Software
4 1 (6.25%) Internet of Things
4 1 (6.25%) Linux Command Line
Operating Systems
1 2 (12.50%) Unix
2 1 (6.25%) Android
2 1 (6.25%) Linux
Processes & Methodologies
1 9 (56.25%) Computer Science
1 9 (56.25%) Software Engineering
2 6 (37.50%) Analytics
2 6 (37.50%) Data Engineering
2 6 (37.50%) Data Science
2 6 (37.50%) Data Visualisation
2 6 (37.50%) ETL
2 6 (37.50%) Machine Learning
2 6 (37.50%) Mathematics
2 6 (37.50%) Microservices
2 6 (37.50%) Regression Testing
2 6 (37.50%) Statistics
2 6 (37.50%) Visualisation
2 6 (37.50%) Workflow
2 6 (37.50%) Workflow Management
3 5 (31.25%) Data Acquisition
4 3 (18.75%) Business Intelligence
4 3 (18.75%) Continuous Integration
4 3 (18.75%) Problem-Solving
5 2 (12.50%) Product Management
Programming Languages
1 10 (62.50%) C++
2 9 (56.25%) SQL
3 8 (50.00%) Python
4 7 (43.75%) Go
5 6 (37.50%) Scala
6 4 (25.00%) C
7 3 (18.75%) Java
7 3 (18.75%) T-SQL
8 1 (6.25%) Bash Shell
8 1 (6.25%) Embedded C
Qualifications
1 8 (50.00%) Degree
Vendors
1 6 (37.50%) Tableau